White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag), evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9307958 | 0.9610442 | 0.9927538 | 0.9255662 |
| bt | 0.8269896 | 0.9864321 | 0.9081247 | 0.6575091 |
| maxnet | 0.6643599 | 0.9302349 | 0.7569683 | 0.4068009 |
| gam | NA | NA | 0.7612293 | NA |
| glm | NA | NA | 0.6987779 | NA |
Variable Importance
